To better understand the role of CCNB1-high melanoma cells in the tumor microenvironment (TME), we applied CellChat, a machine-learning-based method, to analyze single-cell RNA-seq datasets (GSE115978 and GSE189889). This evidence concerns the gene CCNB1 and neoplasm.